1.1Make (a statement or story) more interesting or entertaining by adding extra details, especially ones that are not true:she had real difficulty telling the truth because she liked to embellish things

It's like cleaning up an old painting, if you will, by removing the varnish that's become yellowed and opaque over the years, and reversing the misguided efforts of previous restorers and embellishers.